epiNEM
Epistatic Nested Effects Models - https://doi.org/10.1371/journal.pcbi.1005496 - https://bioconductor.org/packages/epiNEM/
Science Score: 57.0%
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Repository
Epistatic Nested Effects Models - https://doi.org/10.1371/journal.pcbi.1005496 - https://bioconductor.org/packages/epiNEM/
Statistics
- Stars: 1
- Watchers: 5
- Forks: 1
- Open Issues: 0
- Releases: 1
Metadata Files
README.md
epiNEM
EpiNEM is a direct extension of the NEM framework. epiNEM focuses on the epistasis between three S-genes, namely two parents and one child. Epistasis occurs, when the single effects of the two parents do not explain their combined effect on the child. EpiNEM models this epistasis with five Boolean logical gates for a triplet A->C, B->C.
- A or B, OR: A has an effect on C, B has an effect on C, A+B has an effect on C
- A and B, AND: A has no effect on C, B has no effect on C, A+B has an effect on C
- (not A and B) or (A and not B), XOR: A has an effect on C, B has an effect on C, A+B has no effect on C
- not A and B, A masks the effect of B: A has no effect on C, B has an effect on C, A+B has no effect on C
- A and not B, B masks the effect of A: A has an effect on C, B has no effect on C, A+B has no effect on C
Install:
```{r} if (!requireNamespace("BiocManager", quietly = TRUE)) install.packages("BiocManager")
BiocManager::install("epiNEM") ```
Most recent (devel) version:
```r install.packages("devtools")
library(devtools)
install_github("cbg-ethz/epiNEM")
library(epiNEM) ```
Check out the vignette for working examples and the reproduction of the publication.
r
vignette(package="epiNEM")
Toy example:
```r data <- matrix(sample(c(0,1), 100*4, replace = T), 100, 4)
colnames(data) <- c("A", "A.B", "B", "C")
rownames(data) <- paste("E", 1:100, sep = "_")
res <- epiNEM(data, method = "exhaustive")
plot(res) ```
References
Pirkl M, Diekmann M, van der Wees M, Beerenwinkel N, Frhlich H, Markowetz F (2017). "Inferring modulators of genetic interactions with epistatic nested effects models." PLOS Computational Biology, 13, 1-18. doi: 10.1371/journal.pcbi.1005496.
Owner
- Name: Computational Biology Group (CBG)
- Login: cbg-ethz
- Kind: organization
- Location: Basel, Switzerland
- Website: https://www.bsse.ethz.ch/cbg
- Twitter: cbg_ethz
- Repositories: 91
- Profile: https://github.com/cbg-ethz
Beerenwinkel Lab at ETH Zurich
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Last Year
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Last synced: about 1 year ago
Top Committers
| Name | Commits | |
|---|---|---|
| mpirkl | m****l@b****h | 32 |
| Nitesh Turaga | n****a@g****m | 14 |
| J Wokaty | j****y@s****u | 12 |
| mpirkl | m****l@y****e | 11 |
| vobencha | v****a@g****m | 2 |
| Hervé Pagès | h****s@f****g | 2 |
| vobencha | v****n@r****g | 2 |
| Herve Pages | h****s@f****g | 2 |
| lshep | l****d@r****g | 1 |
| Martin Morgan | m****n@f****g | 1 |
Committer Domains (Top 20 + Academic)
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Last synced: 10 months ago
All Time
- Total issues: 3
- Total pull requests: 2
- Average time to close issues: 14 days
- Average time to close pull requests: less than a minute
- Total issue authors: 1
- Total pull request authors: 1
- Average comments per issue: 0.67
- Average comments per pull request: 0.0
- Merged pull requests: 2
- Bot issues: 0
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Top Authors
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- MartinFXP (3)
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Packages
- Total packages: 1
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Total downloads:
- bioconductor 17,199 total
- Total dependent packages: 4
- Total dependent repositories: 0
- Total versions: 5
- Total maintainers: 1
bioconductor.org: epiNEM
epiNEM
- Homepage: https://github.com/cbg-ethz/epiNEM/
- Documentation: https://bioconductor.org/packages/release/bioc/vignettes/epiNEM/inst/doc/epiNEM.pdf
- License: GPL-3
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Latest release: 1.32.0
published about 1 year ago